Data Analysis
Basic Statistics
Training Data
|
Width |
Height |
Elongation |
Roundness |
Complexity |
Symmetry |
Average Nearest Neighbor Distance |
Maximum Nearest Neighbor Distance |
Fractal Dimension |
| count |
3827.000000 |
3827.000000 |
3827.000000 |
3827.000000 |
3827.000000 |
3827.000000 |
3827.000000 |
3827.000000 |
3827.000000 |
| mean |
0.495535 |
0.444266 |
0.029252 |
0.762248 |
0.159897 |
0.068838 |
0.055194 |
0.402168 |
0.541963 |
| std |
0.143130 |
0.162976 |
0.048309 |
0.168430 |
0.079812 |
0.070219 |
0.050244 |
0.104044 |
0.172398 |
| min |
0.000000 |
0.000000 |
0.000000 |
0.000000 |
0.000000 |
0.000000 |
0.000000 |
0.000000 |
0.000000 |
| 25% |
0.401826 |
0.324009 |
0.005131 |
0.695407 |
0.103656 |
0.036332 |
0.011574 |
0.356211 |
0.383856 |
| 50% |
0.543379 |
0.475524 |
0.014070 |
0.812284 |
0.142008 |
0.051809 |
0.049588 |
0.381495 |
0.508433 |
| 75% |
0.547945 |
0.543124 |
0.032787 |
0.871475 |
0.197451 |
0.076973 |
0.089671 |
0.448400 |
0.702124 |
| max |
1.000000 |
1.000000 |
1.000000 |
1.000000 |
1.000000 |
1.000000 |
1.000000 |
1.000000 |
1.000000 |
Testing Data
|
Width |
Height |
Elongation |
Roundness |
Complexity |
Symmetry |
Average Nearest Neighbor Distance |
Maximum Nearest Neighbor Distance |
Fractal Dimension |
| count |
3826.000000 |
3826.000000 |
3826.000000 |
3826.000000 |
3826.000000 |
3826.000000 |
3826.000000 |
3826.000000 |
3826.000000 |
| mean |
0.492044 |
0.436596 |
0.029093 |
0.760377 |
0.157623 |
0.070555 |
0.054787 |
0.398249 |
0.540884 |
| std |
0.147428 |
0.160751 |
0.043377 |
0.167911 |
0.078726 |
0.074900 |
0.047324 |
0.104094 |
0.170935 |
| min |
0.011416 |
-0.016317 |
0.000000 |
0.049244 |
-0.004674 |
-0.026459 |
0.000314 |
-0.003401 |
0.080464 |
| 25% |
0.401826 |
0.317016 |
0.005237 |
0.692080 |
0.103793 |
0.036808 |
0.010692 |
0.355833 |
0.384223 |
| 50% |
0.538813 |
0.468531 |
0.014260 |
0.811166 |
0.140807 |
0.052061 |
0.048464 |
0.379703 |
0.506129 |
| 75% |
0.547945 |
0.543124 |
0.032937 |
0.868036 |
0.194366 |
0.077464 |
0.089701 |
0.443317 |
0.695504 |
| max |
2.175799 |
0.951049 |
0.509477 |
1.000653 |
1.114948 |
0.964708 |
0.276530 |
1.705619 |
1.016889 |
Scatter Plot
Using Matplotlib
Feature Histograms
Correlation Matrix Heatmap
Using Plotly
Additional Visualizations
Box Plots
Pair Plot
Count Plot of Labels
3D Scatter Plot
Correlation Matrix Heatmap (Selected Features)
More Visualizations
Feature Distributions by Label
Feature Distributions by Label
Pie Chart of Label Distribution
3D Scatter Plot (Roundness vs Complexity)
PCA Visualization